{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# gdf = pd.read_parquet(\"outputs/hotspots_per_fips_rolling_wc.parquet\")\n",
    "# gdf = gdf[[\"GEOID\",\"heatday\"]]\n",
    "# gdf = gdf.groupby(\"GEOID\").sum().reset_index()\n",
    "# sp = gpd.read_file('data/WesternUSCensusTract/CensusTract2020_WesternUS.shp')\n",
    "# gdf = sp.merge(gdf, left_on=\"FIPS\", right_on=\"GEOID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "gdf = gpd.read_file(\"outputs/d2-events-2d-230929_SVI_shapefile.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# get boundary\n",
    "boundary = gdf.dissolve().boundary.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<MULTILINESTRING ((-123.077 38.32, -123.08 38.324, -123.075 38.323, -123.074...>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "gdf = gdf[gdf[\"ST_ABBR\"].isin([\"CA\",\"WA\",\"OR\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# get census tracts on the boundary\n",
    "#border_gdf = gdf[gdf.geometry.intersects(boundary)]\n",
    "\n",
    "border_gdf = gdf[gdf.geometry.touches(boundary)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "gdf.boundary.plot(ax=ax, linewidth=1, color='gray')\n",
    "border_gdf.geometry.plot(ax=ax, color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Remove north and south border"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minx=-130\n",
    "miny=32\n",
    "maxx=-117\n",
    "maxy=48.3\n",
    "west_coast = border_gdf.cx[minx:maxx, miny:maxy]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "#gdf.boundary.plot(ax=ax, linewidth=1, color='gray')\n",
    "west_coast.geometry.plot(ax=ax, linewidth=1, color='red')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# get neighbourhood\n",
    "# result = []\n",
    "\n",
    "# for _, ct in west_coast.iterrows():\n",
    "#     matching_gdf = gdf[gdf.geometry.touches(ct.geometry)]\n",
    "#     result.append(matching_gdf)\n",
    "\n",
    "# # Concatenate the results into a single GeoDataFrame\n",
    "# west_coast2 = pd.concat(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# fig, ax = plt.subplots(figsize=(12, 8))\n",
    "# #gdf.boundary.plot(ax=ax, linewidth=1, color='gray')\n",
    "# west_coast2.geometry.plot(ax=ax, linewidth=1, color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# minx=-130\n",
    "# miny=32.7157\n",
    "# maxx=-117\n",
    "# maxy=38.04 #48.3\n",
    "# south_west_coast = border_gdf.cx[minx:maxx, miny:maxy]\n",
    "\n",
    "# fig, ax = plt.subplots(figsize=(12, 8))\n",
    "# #gdf.boundary.plot(ax=ax, linewidth=1, color='gray')\n",
    "# south_west_coast.geometry.plot(ax=ax, linewidth=1, color='red')\n",
    "# # plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "coast_states = gdf[gdf[\"ST_ABBR\"].isin([\"CA\",\"WA\",\"OR\"])]\n",
    "non_coast = coast_states[~coast_states[\"FIPS\"].isin(west_coast.FIPS)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/anatrisovic/Projects/coexposure/.venv/lib/python3.12/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n",
      "/Users/anatrisovic/Projects/coexposure/.venv/lib/python3.12/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n"
     ]
    }
   ],
   "source": [
    "west_coast[\"coast\"] = \"coast\"\n",
    "non_coast[\"coast\"] = \"not coast\"\n",
    "\n",
    "frames = [west_coast, non_coast]\n",
    "result = pd.concat(frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "fig, ax = plt.subplots(1, 1, figsize=(3, 4))\n",
    "\n",
    "ax = sns.boxplot(data=result, y=\"heatday\", x=\"ST_ABBR\", hue=\"coast\")\n",
    "ax.set_ylabel(\"State Abbreviation\")\n",
    "ax.set_xlabel(\"Average Heatday Count\")\n",
    "ax.set_title(\"Profiling Heatday Exposure\\non the Coastline\")\n",
    "#plt.show()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figures/box_plot_coast.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "result.plot(column=\"coast\", legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ana_tris/.conda/envs/coexposure/lib/python3.9/site-packages/geopandas/geodataframe.py:1443: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n",
      "/home/ana_tris/.conda/envs/coexposure/lib/python3.9/site-packages/geopandas/geodataframe.py:1443: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coast_states = gdf[gdf[\"ST_ABBR\"].isin([\"CA\"])]\n",
    "non_coast = coast_states[~coast_states[\"FIPS\"].isin(south_west_coast.FIPS)]\n",
    "\n",
    "south_west_coast[\"coast\"] = \"coast\"\n",
    "non_coast[\"coast\"] = \"not coast\"\n",
    "\n",
    "frames = [south_west_coast, non_coast]\n",
    "result = pd.concat(frames)\n",
    "\n",
    "sns.boxplot(data=result, x=\"heatday\", y=\"ST_ABBR\", hue=\"coast\")\n",
    "\n",
    "#plt.show()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ana_tris/.conda/envs/coexposure/lib/python3.9/site-packages/geopandas/geodataframe.py:1443: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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tWsXFxbnbysjI0PHjxxUff+H/6YKCAiUkJOitt96S3W6v3QDVQvlagtm/P7mFU7FBUF2oAwCgNup6HOauu+6q9v2pU6e0YMECd6gr32dBQYHHvLL3FY8czp49u8q+V65cWWOoK99f+W11uVxauHChR1vl6yj/etWqVTX2EUgVa6nv/qvCqdgAGzp0aI3LbN++Xf3796+HatAYlH82ZdM7fl5/yo8tzwNFeQ3hH+P6UFpaqldeeUXTpk3TK6+8otLS0krL7N27t8p1DcPwmFfxfXmZmZnKzMx0v//hhx+0cuXKOtW+Z88e7dixQ0lJSVq1alWVIdcwDK1atUojRoxQcnJynfrzxQ8//OBRS3337w3BLoCOHj0qp9NZ43Lld3igvBKXVH8nEZqWEtd/Xo8fPz50hQAhtHr1at16661avXp10PrIzc1VcXGxbDabDMPQkiVL5HK5al6xBllZWR6nkqtS1t/ixYtlsVjq3GdN/YSq/+pwKjaAJkyYEOoSAACoVsVTsMGwYMECSVJ+fr7y8vIC0mZhYaG++OKLag+gOJ1O5eXl+fylltoq266KtdRX/9XhiF0ArVmzxqdw17x5c61Zs0ZhYeRqXDgtWHYEKZJdImjKj+26devq9QJrNFylpaUaO3ZsqMuoVy+//LJGjx4d1D4effRRSVJKSor69esXkHAXGxurLl26aPfu3V7DndVqVZ8+fZSSklLn/qpTtl07d+70qKW++q8OwS6AEhMTZbVaazwd+9BDD6lZs2b1VBUakxAduW8Syo+t3W7nW7Fwu+2227R8+fJQl1EvJk2apOjoaE2cODFop2OHDBkim80m6cK3XO+77z7deuutdT4du2jRIrVp00ZTpkzxukxZf8E+DVrWT8Va6qv/6nB8IMA2bNhQ4zJXXnll8AsBAPjkV7/6VahLqBfh4eG68847JUnTpk1TeHjlYzs9evSocl2LxaIePXq4A0vZ+6qU/warJCUnJ7vvS1dbPXv2VO/evZWcnKxJkyZVGZwsFosmTZqkiy66qE59+apiLfXdvzcEuyAYPnx4qEsAADQggTiCU9c2Xn755Wrft2zZUo8++qj73nDl+0xISPCYV/Y+JibGo41nnnmmyr7T09PVqlWrSu1WVDa9/KVKYWFhysrK8mirfB3lX0+aNKnKdoOlYi313X9VCHZB8NBDD4W6BABALdUUoMrCjD/XUWVkZGjy5MkKCwvzWL/sKUUpKSkKCwvT5MmT1b17d/d6CQkJkqTu3bsrIyPDY/2Kyi4vKF9X2VG5lJSUSt8o7dq1q3tZq9WquXPnKi4uTnPmzFFcXJzi4uKUkZGhxMREzZo1S3FxcZo9e7bH+/nz53uMS1U3J5YuXP5w//33q1mzZrJYLF7Ho2wb09PT3fPT09PdNycua6usjtmzZ2vOnDnumur72tnytYSi/6rw5IkgPHmiKuXvbM5d71EeT56oHzx5At7w+YyGjidPAAAANEEEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASfCs2Hpit9uVk5Pjfg0AaBj4fIaZEOzqicVi4aaXANAA8fkMM+FULAAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAluUAw0IMVOiySjHvur+rUZXRhbADA3gh3QgEz/tFUI+44PWd8AgMDgVCwAAIBJcMQOCLHyDyCvb4ZhqLi4WJJks9lksTSN05U86B2AWRHsgBAL9QPIo6OjQ9Y3ACCwOBULAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMIjzUBTR1hmHI4XD4vU5xcbEkyWazyWKxBKM0NBF2u519CABMgmAXYg6HQ2lpaaEuA01YTk6OoqKiQl0GACAAOBULAABgEhyxa0DOXHmLjDAffiXOnxXz5WpJUlGviZI1IsiVwWwsrlI13/12qMsAAAQYwa4BMcLC/Q9p1giCHfxmhLoAAEBQcCoWAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBDcoDgLDMORwOCTxgHUAvuOzA0BdccQuCBwOh9LS0pSWlub+kAaAmvDZAaCuCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASYQHusG8vDz169cv0M02KoZhuF/X9LxHj/nl1gOCyo99FPWn/O/C4PMAQC3UKtidOXNGVqtVUVFR7mm7d+/WggUL9P7778vpdAaswMaouLjY/Xr8+PG+r+gqlRQZ+IKAilyl7pd+7aOoN8XFxYqOjg51GQAaGb9Oxf7www8aMGCAYmNjFRsbq9mzZ+vcuXO69dZb1a9fP9lsNn366afBqhUAAADV8OuI3QMPPKAzZ85oyZIleuedd7RkyRJt2rRJvXr10j/+8Q916tQpWHU2Kjabzf163bp1stvtXpd1OBz/OWISFvAz40DVyu1rNe2jqD/lPw/Kf44AgK/8ShIbN27Un/70Jw0YMEA333yz2rVrp1/96ld64IEHglVfo2SxWNyv7Xa7xynrGlYMUkVABbXdR1FvLHweAKgFv07FHjlyRJ07d5YkJSUlKSoqSjfeeGNQCgMAAIB//L7didVq/c/KYWGcwgEAAGgg/DoVaxiGhg4dqvDwC6udP39eY8eOVWSk5zc5d+7cGbgKAQAA4BO/gt2iRYs83nMaFgAAoOGoU7ADAABAwxGQR4qVlJTozJkzgWgKAAAAteR3sHvttdc0Y8YMrVy5UpI0f/58xcTEKDY2VsOHD1dBQUHAiwQAAEDN/Ap2jz32mO655x7t27dP9957r+666y6tWLFCWVlZeuKJJ/TNN9/o4YcfDlatAAAAqIZf19itWLFC2dnZuuWWW7Rjxw71799fa9as0c033yxJ6t69u6ZNmxaUQgEAAFA9v47Y5efn6/rrr5ck9e3bV+Hh4erRo4d7fs+ePXX48OHAVggAAACf+BXsfv75Z4/nF0ZGRioiIsL9Pjw8XE6nM3DVAQAAwGd+P3X+66+/1pEjRyRduGHxN9984/5G7PHjxwNbHQAAAHzmd7AbOnSoDMNwvx8zZoykCw+sNgyDB1frwkPVc3Jy3K8BwBd8dgCoK7+C3YEDB4JVh6lYLBZFRUWFugwAjQyfHQDqyq9g16FDh2DVAQAAgDry+1RsRWfPntWaNWt0/vx5jRgxQl27dg1EXQAAAPCT37c7GTRokGJiYjR8+HDl5+erd+/e+s1vfqMZM2boyiuv1ObNm4NVKwAAAKrhV7C7//77VVJSopdfflnR0dEaOXKkunbtqsOHD+vo0aMaPXq0MjMzg1QqAAAAquPXqdjNmzfrr3/9q66++mqNHj1aCQkJWr58uRITEyVJDz/8sIYOHRqUQgEAAFA9v47Y/fTTT+4vULRq1UrR0dHuUCdJSUlJOnnyZGArBAAAgE/8CnYV71MXyHvWHTp0SLfffrvatWunyMhIdejQQffdd58KCgrcy6SmpspischisSgyMlKdO3fW/PnzVVxcHLA6AAAAGiu/vxW7cOFCRUdHS5JKSkr02GOPKTY2VpJ07ty5WhXx3Xff6dprr9Ull1yit99+W506ddJXX32luXPnKicnR9u2bVOrVq0kSXfccYeysrJUUlKivLw8/frXv5YkPf7447XqGwAAwCz8CnYDBw7U/v373e+vu+46fffdd5WW8dc999yjyMhIffjhh+6bc6akpOiqq65S586d9dBDD+nll1+WJEVHRyspKcm9zKpVq/Thhx+aIthZXKUyal5Mcv5c9WvARxZXaahLAAAEgV/BLjc3N+AFnDhxQh988IEee+yxSndcT0pKUnp6utasWaOXXnqp0rpffvmlPvvsM3Xs2LHaPoqLiz1O1xYWFgak9kBrvvttv9eJ+XJ1ECoBAsMwDDkcjqC0W/b/tM1mq9NlIXa7nUchAjCNOt+guLy9e/cqOztbzz33nM/rfPvttzIMQ5dffnmV8y+//HKdPHlSP/30kyTppZde0quvvqqff/5ZJSUlCgsL04svvlhtH48//rgeeeQRn2sCEBgOh0NpaWmhLqNaOTk5PMYLgGnUOdgVFhbq7bffVnZ2tnbs2KGePXsGoi43w7hwcrLsL+r09HQ99NBDKiws1JNPPqkWLVropptuqraN+fPna/bs2R41t2/fPqB11lb5h377KpBHKwAeNg8A5lHrYLdp0yZlZ2frnXfekcPh0Ny5c7Vq1Sp16dLFr3a6dOkii8Wir7/+WuPGjas0/5tvvlHLli2VkJAgSYqNjXX38dZbb6lbt27Kzs7W7bff7rUPm80mm83mV131pbYP/S77AgvQWCy9/oRsVp+uIq1RsVOa/mn8/7VbIJvV3/Utmv5pq4DUAgANiV+3Ozl8+LB+//vfq0uXLpo4caISEhK0adMmhYWF6dZbb/U71ElSfHy8hg8frpdeeknnz5/3mHfkyBGtXLlSEyZMqPKoVEREhB588EE9/PDDtf5GLoD6YbMaslkVsJ//tFubn8AETABoaPwKdp06ddK+ffv04osv6scff9Qzzzyjvn371rmIpUuXqri4WCNHjtTmzZt16NAhrV+/XsOHD9dFF12kxx57zOu6kyZNksViqfLLFQAAAE2JX8GuQ4cO+vTTT7V582b94x//CFgRXbt21Y4dO9S5c2dNmDBBnTt31p133qnBgwfr888/d9/DriqRkZGaPn26Fi9erDNnzgSsJgAAgMbGr2vs9u/fr88++0zZ2dnq16+fLrnkEmVkZEiq+1MoOnTooNdee63aZbzdbuXBBx/Ugw8+WKf+AQAAGju/jthJ0oABA7R8+XIdPnxY06ZN05/+9Cc5nU7dfffdWrZsmfu2JAAAAKhffge7Ms2bN9cdd9yhzz//XF999ZX69Omjhx9+WO3atQtkfQAAAPBRrYNdeZdffrmeeuop/fjjj1qzZo17+hNPPKFTp04FogsAAADUICDBrkx4eLh++ctfut///ve/14kTJwLZBQAAALwIaLCrqOypEQAAAAi+gD4rFoDvDMOQw+GQxIPoUTP2FwC+COoROwDeORwOpaWlKS0tzf0PNuAN+wsAXxDsAAAATIJgBwAAYBJ+Bbs33nhDxcXFPi9/ww03KCoqyu+iAAAA4D+/gt2vf/1rnT592ufl33//fbVt29bvogAAAOA/v4Idty8BAABouPy+xo6v2AMAADRMft/HburUqbLZbNUus3bt2loXBAAAgNrxO9jFxMTwhQgAAIAGyO9Tsc8//7xee+21an9Qv7Zu3aoJEyZo69atNU4bN26cxo0b53XZ7OxsDRkyRNnZ2T63X1W73vrype6y9bKzszVhwgT3fyu2U7GGmpbxV1XtZ2dnex3D6rZ369atGjlypFJTUzV9+nRNmDBB27Zt87smAACqYzH8+EaE1WrV4cOH1aZNm2DWFHSFhYWKjY3V6dOn1aJFi1CXUycOh0MZGRk6fvy4EhIS9NZbb0lSldPS09NVUFAgSYqPj9fKlSs9lm3VqpVOnjwpwzAUFhamtWvXym63V9t+fHy8DMPQiRMn3O1mZ2fr9ttvr9SX3W6vse7yNVosFnctLpfLvZzdbvdYPz4+XpJUUFDgdZny0/0d1/Ltl9VUcQyrGtuyvhwOh2655RadPHnSo4/4+Hj3Ojk5OaY8En7+/HmlpaVJkpYNKpDNGph2i53SHZvia91u+fUby9iXH8vGUjOAwPAnt/h1KpZvxTY8K1eudIeDgoICrVq1SoZhVDvN2/SycCZJLpdLCxcuVK9evWpsv7yCggItWLCgyr5uu+02n+uW/rO/uVyuSu1UXL+qvqrqo3wN/oxrxZqqq7tiXytXrqwU6iTP8QYAIBD8OmL3xBNPqFu3bho7dqx72htvvKFFixbp7NmzGjdunF544YUav1wRamY5YvfDDz9oypQpcjqd7mlW64VDFxWnuVyuSsHcarXKMAx3cKpK+SNU3tr3hdVq1euvv67k5GSvdddUiySFh4friSee0G9/+1uvNXhbJjw8XCtWrFBycnK1fVRVX3Xb5W1sX3/9dUnS5MmTa/yjaN26dT4fTWxMHA6Hxo8fL0n6fwMLZPf7qt6q1fWInaNUunPzhfUby9iXH8v3339f0dHRIa4IQH0J2hG73NxcWSwWd7Dbu3evbr/9dk2dOlWXX365/vCHP6hdu3bKzMysdfHwjWEYWrJkSaXpVYURbwHFl+BSMZD4G+jKr/fcc89p8eLFPtftrZ2srKxqlzEMQ1lZWZVqLxuzxYsXe71tj7dxra4eb9OXLFkip9Pp05Husn+wzazEJTWU+FRS7u+Hxjj2xcXFBDsAVfIr2H355Zf63e9+536/evVq9e/fX8uWLZMktW/fXosWLSLY1YP8/Hzl5eWFugy/7NixQ9u3b69T3YZhqLCwsNplnE5nlcs4nU7l5eUpPz9fHTp0qHLdQI5rY/v9AAAaP7+C3cmTJ5WYmOh+v2nTJo0aNcr9vl+/fjp06FDgqoNXKSkp6tevn3bu3Fnro2j1rV+/furfv3+d6rZYLIqJidHZs2e9rm+1WtWsWTOdOXPG49Su1WpVnz59lJKS4rX9QI5rv3795HQ6tXPnzhqXXbt2rSkvhi9/+jDS7+/gB0/5WhrjqdiGfrkLgNDxK9glJibqwIEDat++vUpKSrRz50498sgj7vlFRUWKiIgIeJGozGKx6L777tOUKVM8pjfka+xmzpypsLAwr3X7co2d1WrVokWLNG/evGprrmqZsjGr7ukp3sa1unq8je3MmTNlGIZP19hFRUWZMtiV15AeWlO+Frvd3ujGnicAAfDGr7+hR40apQceeEBbtmzR/PnzFR0drRtuuME9f8+ePercuXPAi0TVkpOTNWnSJPeHvMViUXp6epXTMjIyKq2fnp6u9PR0r/9I9OzZUxkZGdW2X5UePXpU2ddFF11Ubd3p6enVbq/FYtGkSZPUp08frzV4W6ZselkN1alYX3WqG9uLLrpIycnJVc4vqwkAgEDyK9j97ne/k9Vq1aBBg7Rs2TItW7ZMkZGR7vnLly/XiBEjAl4kvEtPT3ffZy0hIUGTJk2qcZq36fHx8e6wERYWpqysLJ/ab9WqlUe7jz76aJV9+VO3JI9aKrZTcf2KbXnro7bjWva6fBiraWzLt9WyZctKfZRfBwCAQPAr2LVu3VpbtmzRyZMndfLkyUrfJvvzn/+sRYsWBbRAVM9ut2v27NlKTEzUrFmzZLfbvU6bM2eO4uLiFBcXp9mzZ1dads6cOcrIyFBYWJjS09MVFxdXY/uzZ8/W/fff79FuXFxclX35Unf59TIyMpSYmKj09HSP5SquP3v2bM2ZM6faZcpP93dcy7efkZFR5RhWt712u11z5851XxfVvXt3JSYm6p577qnrrx8AAA9+3cfOLMxyHzs0bk3hSQI8eSJwmsL+AqBq/uSWBvQ9NQAAANQFwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMID3UBQFNlt9uVk5Pjfg1Uh/0FgC8IdkCIWCwWnh4An7G/APAFp2IBAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJcINiAPWi2GmRZASorapf+1cLAJgPwQ5AvZj+aasgtRsflHYBoDHiVCwAAIBJcMQOQNCUf3B9IBmGoeLiYkmSzWaTxVL7U6t2uz1QZQFAyBHsAARNMB9cHx0dHZR2AaAx41QsAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmER7qApo6wzDkcDhCXUYlhmGouLhYkmSz2WSxWALSrt1uD1hbAADAE8EuxBwOh9LS0kJdRr3JyclRVFRUqMsAAMCUOBULAABgEhyxa0DOXHmLjLAG8itx/qyYL1dLkop6TZSsEbVuyuIqVfPdbweqMgAA4EUDSRGQdCHU1SFABY01ok51GQEsBQAAeMepWAAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJPgyRNBYBiGHA6HJMlut8tisYS4IpgF+xYAoDocsQsCh8OhtLQ0paWluf8RBgKBfQsAUB2CHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHWBC2dnZGjJkiLKzs2tcNjMzU6mpqcrMzPR7XX9s3bpVEyZM0NatW70uU1XfVa1XseaK6958881KTU11/1S1Pb7U462m2irfZ1m706dPD8p4A2iaCHaAyZw6dUorV66Uy+XSypUrderUKa/LHj16VLm5uZKk3Nxcffvttz6v6w+Hw6FnnnlGR48e1TPPPFPlUzOqqruq9SrWfPToUY9133rrLR0/ftyj7Yrb40s93moKxBg89dRTeuutt+RyufT3v/894OMNoOki2AEms2DBArlcLkkXAs3ChQu9Ljt9+nSP93fddZfP6/pj5cqVKigokCQVFBRo1apVPtVd1XoVa54xY4bHuoZhVFlD+e3xpR5vNdVW+T5PnDhRqc5AjjeApis81AWYUfkP7Jqe5+kx38s/SI2eH+OB6pUfv6oCzI4dO7R3716PaXv27NGOHTvUt29fj+nr16/XTz/95DGttLTUp3X98cMPP2jVqlXueg3D0KpVqzRixAglJydXW/fevXs91nvzzTcrbfexY8d07Ngxn2rZs2eP1q9fX2M91dVUm/GoOAbV1VfX8QbQtFmMmj5pTKiwsFCxsbE6ffq0WrRoEfD2T548qfHjx/u9XlGviVJkdMDrqRXnz4rZ+aYkqaj3ZMkaUfu2Ss4p5svVASoMZdatW6eWLVu637tcLo0bN06FhYWVlm3RooXeffddhYVdOEjvdDo1YsQIOZ3OGvupuK4/DMPQvHnztHPnTo++rFarevfurcWLF8swDK91B4PVapXL5fIIWeXrsVgsfo1lTbyNgTd1GW8A5uRPbuGTAzCJ7du3ew1HhYWF2r59u/v9e++951PIqGpdf+Tn5ysvL69SX06nU3l5ecrPz6+27mBwOp2VjpyVr0fybyxr4m0MvKnLeAMAp2KDwGazuV+vW7dOdrvd67IOh+M/R/fCTPrrKLddNY0Hqld+fym/n0lS//791aJFiyoDSWxsrPr37+9+P2bMGD3//PM+hY2K6/ojJSVF/fr1q/KIXZ8+fZSSkqL27dt7rTsYvB2xK6tH8m8sa+JtDLypy3gDAEfsgsBisbhf2+12RUVFef3xCDnl1jMVP8aDn+p/yu8vlgr7S1hYmNeL7xctWuRxas9qtWru3Lk+/foqrusPi8Wi++67z+t0i8VSbd0Vt7Hi+9qYN29epe0pX4/k31jWxNsYeFOX8QYAPj0AE+nbt6969OjhMa1nz57q3bt3pWVHjRql1q1be0wLD/c8auxtXX8kJydr0qRJ7tBksVg0adIkXXTRRTXWnZGR4bHe5MmTK9Xcpk2bSut607NnT40cObLGeqqrqTbjUXEMqquvruMNoGkj2AEm8+ijj7qP+ISFhSkrK8vrskuXLvV4//LLL/u8rj/S09MVHx8vSUpISNCkSZN8qruq9SrW/MILL3is6y08ld8eX+rxVlNtle8zPj6+yiOugRpvAE0XwQ4wmbi4OKWnpyssLEzp6emKi4vzumxiYqJSU1MlSampqeratavP6/rDbrdr9uzZSkxM1KxZs6q8zrKquqtar2LNiYmJHutmZGQoISHBo+2K2+NLPd5qCsQYzJkzRxkZGQoLC1P37t0DPt4Ami5udxKE252cP39eaWlpkqScnBxFRUX5tGydbysSSIG83Um5tmoaD1TPn30LAGAO3O4EAACgCSLYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMwqRPnQ8tu92unJwc92sgUNi3AADVIdgFgcVi4caxCAr2LQBAdTgVCwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAk+PIEAAAm4HK5VFJSEuoyUAsRERGyWq0BaYtgBwBAI1dSUqIDBw7I5XKFuhTUUlxcnJKSkmSxWOrUTsiC3SuvvKK5c+fq5MmTCg+/UMaZM2fUsmVLXXPNNdqyZYt72S1btmjgwIHav3+/LrnkEm3dulU33HCDhg8frvXr14dqEwAACDnDMHT48GFZrVa1b99eYWFcZdWYGIahc+fO6dixY5Kktm3b1qm9kAW7wYMH68yZM9qxY4euueYaSRcCXFJSkvLy8nTu3DlFR0dLknJzc9WuXTtdcsklkqTly5drxowZevXVV5Wfn6+UlJRQbQYAACFVWlqqc+fOqV27du5/N9G4lN2f9NixY2rTpk2dTsuGLNZfeumlateunXJzc93TcnNzdeONN6pz587aunWrx/TBgwdLks6ePas//elPuuuuuzRmzBitWLGinisPHourVHL+3HB+ytSxHYurNHSDCgAm53Q6JUmRkZEhrgR1URbKf/755xqWrF5Ir7FLTU3Vxo0b9cADD0iSNm7cqHnz5snlcmnjxo0aNmyYSkpK9Pnnn+uFF16QJK1Zs0aXXnqpLr30UmVkZGjGjBlasGBBnc9JNwTNd78d6hKqFPPl6oC15XA4qp1vGIaKi4slSTabzRS/18bAbrcz1kAjx//DjVugfn8hD3azZs1SaWmpzp8/r127dmngwIFyOp16/vnnJUnbtm3T+fPn3UfssrOzlZGRIUkaNWqUzpw5ow0bNmjYsGFe+ykuLnaHBUkqLCwM4lahOuPHjw91CahCTk4OjyoDABMIabAbPHiwzp49q7y8PJ08eVKXXHKJ2rRpo0GDBmny5Mk6e/ascnNzlZKSoosvvlj79+/X//7v/2rt2rUXig8P14QJE7R8+fJqg93jjz+uRx55pL42yy/lH+rekFR35MzhcBDQAACNQseOHTVz5kzNnDkz1KXUi5AGuy5duig5OVkbN27UyZMnNWjQIElSUlKSOnXqpM8++0wbN27UkCFDJF04WldaWqqLLrrI3YZhGIqIiNDJkyfVsmXLKvuZP3++Zs+e7X5fWFio9u3bB3HLfNeQH+ruy0W4S68/IZvVCFifxU5p+qfx/9d2gWyBua0PqlDstGj6p61CXQYAIIBC/p3owYMHKzc3V7m5uUpNTXVPHzRokD744ANt27ZNgwcPVmlpqd544w09/fTT2r17t/vnyy+/VIcOHbRy5UqvfdhsNrVo0cLjB4FhsxqyWRXQn/+0zU9wfwIXyAGgOi6XS08++aS6dOkim82mlJQUPfbYY5KkvXv3asiQIYqKilJ8fLzuvPNOnTlzxr1uXl6ehg8froSEBMXGxmrQoEHauXOnR/uZmZlKSUmRzWZTu3btdO+990q6cMnX999/r1mzZslisTSJ6xAbRLD79NNPtXv3bvcRO+lCsFu2bJkcDocGDx6s9957TydPntTtt9+u7t27e/zcfPPNys7ODuFWAAAAb+bPn68nn3xSCxYs0Ndff61Vq1YpMTFR586d06hRo9SyZUvl5eXpz3/+sz7++GNNnz7dvW5RUZGmTJmiLVu2aNu2beratatGjx6toqIiSdJf/vIXPfvss/rjH/+ob7/9Vu+++6569OghSVq7dq2Sk5OVlZWlw4cP6/DhwyHZ/voU8idPDB48WOfPn9dll12mxMRE9/RBgwapqKhInTt3Vvv27XX33Xdr2LBhio2NrdTGTTfdpN///vfauXOnevfuXZ/lAwCAahQVFWnJkiVaunSppkyZIknq3Lmzrr/+ei1btkznz5/XG2+8oWbNmkmSli5dqrFjx+rJJ59UYmKi+3KsMn/84x/VsmVLbdq0SWPGjFF+fr6SkpI0bNgwRUREKCUlRVdffbUkqVWrVrJarYqJiVFSUlL9bniIhPyIXceOHWUYhvbt2+cxPTk5WYZh6J///Kck6W9/+5v+53/+p8o2evfuLcMwCHUAADQw+/btU3FxsYYOHVrlvF69erlDnSQNGDBALpdL+/fvl3Thpr3Tpk3TJZdcotjYWMXGxurMmTPKz8+XJP3qV7/S+fPndfHFF+uOO+7QunXrVFradO+fGvJgBwAAzKu6LwgahuH1urey6VOnTtUXX3yh5557Tlu3btXu3bsVHx+vkpISSVL79u21f/9+vfjii4qKitLdd9+tgQMH1vlGv40VwQ4AAARN165dFRUVpQ0bNlSad8UVV2j37t06e/ase9pnn32msLAw92NEt2zZonvvvVejR49Wt27dZLPZdPz4cY92oqKi9Itf/ELPP/+8cnNz9fnnn2vv3r2SLjyRo+zpHE1ByK+xAwAA5mW32/Xb3/5W8+bNU2RkpAYMGKCffvpJX331ldLT07Vo0SJNmTJFmZmZ+umnnzRjxgxNnjzZfd19ly5d9Oabb6pv374qLCzU3LlzPY4CrlixQk6nU/3791d0dLTefPNNRUVFqUOHDpIuXPK1efNmTZw4UTabTQkJCSEZh/rCETsAABBUCxYs0Jw5c7Rw4UJdfvnlmjBhgo4dO6bo6Gh98MEHOnHihPr166ebb75ZQ4cO1dKlS93rLl++XCdPntRVV12lyZMn695771WbNm3c8+Pi4rRs2TINGDBAPXv21IYNG/S3v/1N8fEX7omalZWlgwcPqnPnzmrdunW9b3t9sxiG0eRuZlVYWKjY2FidPn2ae9rVwvnz55WWliZJWjYosDcRLnZKd2yKD0rb8FR+rHmkGNB4ORwOHThwQJ06dZLdbg91Oail6n6P/uQWjtgBAACYBNfYBYFhGHI4HJIuXFvQFO50DaBu+NwAEAgcsQsCh8OhtLQ0paWluT+oAaA6fG4ACASCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwDAhJxOp0pLS+vtx+l0hnqT/dKxY0c999xzoS4j4HjyBAAAJuN0OvXLm3+l0ydP1FufsS1bae1f/iyrlYd8hxLBDgAAkzEMQ6dPnlBR71slSz2cnDNc0s43ZBiGX6u5XC794Q9/0LJly3To0CElJibqv//7v/XQQw9p7969uu+++/T5558rOjpaN910k5555hk1b95ckpSXl6cHH3xQu3bt0s8//6wrr7xSzz77rHr37u1uPzMzU8uXL9fRo0cVHx+vm2++Wc8//7xSU1P1/fffa9asWZo1a9aFTfCz9oaKU7EAAJiVJUwKq4efWobH+fPn68knn9SCBQv09ddfa9WqVUpMTNS5c+c0atQotWzZUnl5efrzn/+sjz/+WNOnT3evW1RUpClTpmjLli3atm2bunbtqtGjR6uoqEiS9Je//EXPPvus/vjHP+rbb7/Vu+++qx49ekiS1q5dq+TkZGVlZenw4cM6fPhw3ce6geCIXRCUT/1mfOZj+W0yyR84TVL5350Z99PGxvP/K/7HgvkVFRVpyZIlWrp0qaZMmSJJ6ty5s66//notW7ZM58+f1xtvvKFmzZpJkpYuXaqxY8fqySefVGJiooYMGeLR3h//+Ee1bNlSmzZt0pgxY5Sfn6+kpCQNGzZMERERSklJ0dVXXy1JatWqlaxWq2JiYpSUlFS/Gx5kBLsgKC4udr8eP358CCsJvhKXZA91EaiVEtd/Xpt9P21siouLFR0dHeoygKDat2+fiouLNXTo0Crn9erVyx3qJGnAgAFyuVzav3+/EhMTdezYMS1cuFCffPKJjh49KqfTqXPnzik/P1+S9Ktf/UrPPfecLr74Yo0aNUqjR4/W2LFjFR5u7ujDqVgAAFDvoqKivM4zDEMWi6XKeWXTp06dqi+++ELPPfectm7dqt27dys+Pl4lJSWSpPbt22v//v168cUXFRUVpbvvvlsDBw7Uzz//HPiNaUDMHVtDxGazuV+vW7dOdru5jmk5HA73EZ5I/jRotMr/7sy4nzY25f+/Kv8ZAphV165dFRUVpQ0bNug3v/mNx7wrrrhCr7/+us6ePes+avfZZ58pLCxMl1xyiSRpy5YteumllzR69GhJ0qFDh3T8+HGPdqKiovSLX/xCv/jFL3TPPffosssu0969e9W7d29FRkY2ulu0+IJgFwTl/8qw2+3V/lXS2Hn5gwqNQPnfndn308bG25EKwEzsdrt++9vfat68eYqMjNSAAQP0008/6auvvlJ6eroWLVqkKVOmKDMzUz/99JNmzJihyZMnKzExUZLUpUsXvfnmm+rbt68KCws1d+5cj8+xFStWyOl0qn///oqOjtabb76pqKgodejQQdKF+9ht3rxZEydOlM1mU0JCQkjGIdA43gIAgFkZLslVDz+Gq+ZaqrBgwQLNmTNHCxcu1OWXX64JEybo2LFjio6O1gcffKATJ06oX79+uvnmmzV06FAtXbrUve7y5ct18uRJXXXVVZo8ebLuvfdetWnTxj0/Li5Oy5Yt04ABA9SzZ09t2LBBf/vb3xQfHy9JysrK0sGDB9W5c2e1bt26buPcgHDEDgAAk7FYLIpt2Ura+Ua99RnbspXfR5vDwsL00EMP6aGHHqo0r0ePHvrkk0+8rnvVVVcpLy/PY9rNN9/sfj1u3DiNGzfO6/rXXHONvvzyS7/qbQwIdgAAmIzVatXav/y5Xm+dY7FYeOpEA0CwAwDAhAhZTRPX2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBLcxy4I7Ha7cnJy3K8BoCZ8bgAIBI7YBYHFYlFUVJSioqJ4mDcAn/C5gUBzOp0qLS2ttx+n01nv25iZmakrr7yy3vv1V2pqqmbOnFkvfXHEDgAAk3E6nZrwq1/q+InT9dZnQqtYrfnzWp54EWIEOwAATMYwDB0/cVrLBhXIWg8HgJ2GdMcm+fVs2tTUVPXs2VN2u12vvvqqIiMjNW3aNGVmZrqXyc/P14wZM7RhwwaFhYVp1KhReuGFF5SYmKgVK1bokUcekST3Ue7XXntNU6dOrbK/5cuX6+mnn9Y///lPtWrVSjfddJOWLl1aYz+S9K9//UuzZ8/Wtm3bdPbsWV1++eV6/PHHNWzYMHf7L730kp599lkdOnRIsbGxuuGGG/SXv/xFU6dO1aZNm7Rp0yYtWbJEknTgwAF17NjR57HyB6diAQAwKatFCg8L/k9tw+Prr7+uZs2aafv27Vq8eLGysrL00UcfSboQEseNG6cTJ05o06ZN+uijj/Svf/1LEyZMkCRNmDBBc+bMUbdu3XT48GEdPnzYPa+il19+Wffcc4/uvPNO7d27V3/961/VpUsXn/qRpDNnzmj06NH6+OOPtWvXLo0cOVJjx45Vfn6+JGnHjh269957lZWVpf3792v9+vUaOHCgJGnJkiW69tprdccdd7jrbN++fe0GzAccsQMAACHRs2dPLVq0SJLUtWtXLV26VBs2bNDw4cP18ccfa8+ePTpw4IA7CL355pvq1q2b8vLy1K9fPzVv3lzh4eFKSkqqtp/f/e53mjNnju677z73tH79+kmST/306tVLvXr18mhv3bp1+utf/6rp06crPz9fzZo105gxYxQTE6MOHTroqquukiTFxsYqMjJS0dHRNdYZCByxAwAAIdGzZ0+P923bttWxY8ckSfv27VP79u09jm5dccUViouL0759+3zu49ixY/r3v/+toUOHVjnfl37Onj2refPmuac3b95c33zzjfuI3fDhw9WhQwddfPHFmjx5slauXKlz5875XGMgEewAAEBIREREeLy3WCxyuVySLpwireob4t6mexMVFVXtfF/6mTt3rt555x099thj2rJli3bv3q0ePXqopKREkhQTE6OdO3fq7bffVtu2bbVw4UL16tVLp06d8rnOQCHYAQCABueKK65Qfn6+Dh065J729ddf6/Tp07r88sslSZGRkTXeZiUmJkYdO3bUhg0bat3Pli1bNHXqVI0fP149evRQUlKSDh486NFOeHi4hg0bpsWLF2vPnj06ePCgPvnkE5/rDBSusQMAAA3OsGHD1LNnT6Wnp+u5555TaWmp7r77bg0aNEh9+/aVJHXs2FEHDhzQ7t27lZycrJiYGNlstkptZWZmatq0aWrTpo3S0tJUVFSkzz77TDNmzPCpny5dumjt2rUaO3asLBaLFixY4D6yKEnvvfeevvvuOw0cOFAtW7bU+++/L5fLpUsvvdRd5/bt23Xw4EE1b95crVq1UlhYcI6tccQOAACTchpSqSv4P07f73LiM4vFonfffVctW7bUwIEDNWzYMF188cVas2aNe5mbbrpJo0aN0uDBg9W6dWu9/fbbVbY1ZcoUPffcc3rppZfUrVs3jRkzRt9++63P/Tz77LNq2bKlrrvuOo0dO1YjR45U79693fPj4uK0du1aDRkyRJdffrleeeUVvf322+rWrZsk6f7775fVatUVV1yh1q1bu6/NCwaL4c9NZ0yisLBQsbGxOn36tFq0aBHqchqd8+fPKy0tTZK09PoTslkDtwsVO6Xpn8b/X9sFsnGfy6Apdlo0/dNWkqScnJwar0MB0DA5HA4dOHBAnTp1cj+OjhsUNz5V/R7L+JNbOBWLOikLBsFpOz5obQOAmVmtVq3581q/bhhcVxaLhVDXABDsAAAwIUJW00Swg9/sdrtycnKC0rZhGCouLpYk2Ww2HoZeTyoe9gcANE4EO/jNYrEE9Xqs6OjooLUNAICZ8a1YAAAAkyDYAQBgAk3wJhemEqjfH8EOAIBGrOxLEmWPt0LjVPZs2YqPWfMX19gBANCIhYeHKzo6Wj/99JMiIiKC9kQDBIdhGDp37pyOHTumuLi4On+bmWAHAEAjZrFY1LZtWx04cEDff/99qMtBLcXFxSkpKanO7RDsAABo5CIjI9W1a1dOxzZSERERAbvvIMEOAAATCAsL456U4MsTAAAAZkGwAwAAMAmCHQAAgEk0yWvsym4CWFhYGOJKAAAAqleWV3y5iXGTDHZFRUWSpPbt24e4EgAAAN8UFRUpNja22mUsRhN8BonL5dK///1vxcTEyGKxBKWPwsJCtW/fXocOHVKLFi2C0odZMXZ1w/jVHmNXe4xd3TB+tdcUxs4wDBUVFaldu3Y13oC6SR6xCwsLU3Jycr301aJFC9PuaMHG2NUN41d7jF3tMXZ1w/jVntnHrqYjdWX48gQAAIBJEOwAAABMgmAXJDabTYsWLZLNZgt1KY0OY1c3jF/tMXa1x9jVDeNXe4ydpyb55QkAAAAz4ogdAACASRDsAAAATIJgBwAAYBIEuyB56aWX1KlTJ9ntdvXp00dbtmwJdUkNTmZmpiwWi8dPUlKSe75hGMrMzFS7du0UFRWl1NRUffXVVyGsOHQ2b96ssWPHql27drJYLHr33Xc95vsyVsXFxZoxY4YSEhLUrFkz/eIXv9APP/xQj1sRGjWN3dSpUyvth9dcc43HMk117B5//HH169dPMTExatOmjcaNG6f9+/d7LMO+VzVfxo59z7uXX35ZPXv2dN+b7tprr1VOTo57PvuddwS7IFizZo1mzpyphx56SLt27dINN9ygtLQ05efnh7q0Bqdbt246fPiw+2fv3r3ueYsXL9YzzzyjpUuXKi8vT0lJSRo+fLj7kXBNydmzZ9WrVy8tXbq0yvm+jNXMmTO1bt06rV69Wp9++qnOnDmjMWPGyOl01tdmhERNYydJo0aN8tgP33//fY/5TXXsNm3apHvuuUfbtm3TRx99pNLSUo0YMUJnz551L8O+VzVfxk5i3/MmOTlZTzzxhHbs2KEdO3ZoyJAhuvHGG93hjf2uGgYC7uqrrzamTZvmMe2yyy4zHnjggRBV1DAtWrTI6NWrV5XzXC6XkZSUZDzxxBPuaQ6Hw4iNjTVeeeWVeqqwYZJkrFu3zv3el7E6deqUERERYaxevdq9zI8//miEhYUZ69evr7faQ63i2BmGYUyZMsW48cYbva7D2P3HsWPHDEnGpk2bDMNg3/NHxbEzDPY9f7Vs2dJ49dVX2e9qwBG7ACspKdEXX3yhESNGeEwfMWKEtm7dGqKqGq5vv/1W7dq1U6dOnTRx4kR99913kqQDBw7oyJEjHuNos9k0aNAgxrECX8bqiy++0M8//+yxTLt27dS9e3fGU1Jubq7atGmjSy65RHfccYeOHTvmnsfY/cfp06clSa1atZLEvuePimNXhn2vZk6nU6tXr9bZs2d17bXXst/VgGAXYMePH5fT6VRiYqLH9MTERB05ciREVTVM/fv31xtvvKEPPvhAy5Yt05EjR3TdddepoKDAPVaMY818GasjR44oMjJSLVu29LpMU5WWlqaVK1fqk08+0dNPP628vDwNGTJExcXFkhi7MoZhaPbs2br++uvVvXt3Sex7vqpq7CT2vZrs3btXzZs3l81m07Rp07Ru3TpdccUV7Hc1CA91AWZlsVg83huGUWlaU5eWluZ+3aNHD1177bXq3LmzXn/9dfcFxIyj72ozVoynNGHCBPfr7t27q2/fvurQoYP+53/+R7/85S+9rtfUxm769Onas2ePPv3000rz2Peq523s2Peqd+mll2r37t06deqU3nnnHU2ZMkWbNm1yz2e/qxpH7AIsISFBVqu10l8Ex44dq/TXBTw1a9ZMPXr00Lfffuv+dizjWDNfxiopKUklJSU6efKk12VwQdu2bdWhQwd9++23khg7SZoxY4b++te/auPGjUpOTnZPZ9+rmbexqwr7nqfIyEh16dJFffv21eOPP65evXppyZIl7Hc1INgFWGRkpPr06aOPPvrIY/pHH32k6667LkRVNQ7FxcXat2+f2rZtq06dOikpKcljHEtKSrRp0ybGsQJfxqpPnz6KiIjwWObw4cP6+9//znhWUFBQoEOHDqlt27aSmvbYGYah6dOna+3atfrkk0/UqVMnj/nse97VNHZVYd+rnmEYKi4uZr+rSQi+sGF6q1evNiIiIozs7Gzj66+/NmbOnGk0a9bMOHjwYKhLa1DmzJlj5ObmGt99952xbds2Y8yYMUZMTIx7nJ544gkjNjbWWLt2rbF3717jlltuMdq2bWsUFhaGuPL6V1RUZOzatcvYtWuXIcl45plnjF27dhnff/+9YRi+jdW0adOM5ORk4+OPPzZ27txpDBkyxOjVq5dRWloaqs2qF9WNXVFRkTFnzhxj69atxoEDB4yNGzca1157rXHRRRcxdoZh3HXXXUZsbKyRm5trHD582P1z7tw59zLse1WraezY96o3f/58Y/PmzcaBAweMPXv2GA8++KARFhZmfPjhh4ZhsN9Vh2AXJC+++KLRoUMHIzIy0ujdu7fHV9xxwYQJE4y2bdsaERERRrt27Yxf/vKXxldffeWe73K5jEWLFhlJSUmGzWYzBg4caOzduzeEFYfOxo0bDUmVfqZMmWIYhm9jdf78eWP69OlGq1atjKioKGPMmDFGfn5+CLamflU3dufOnTNGjBhhtG7d2oiIiDBSUlKMKVOmVBqXpjp2VY2bJOO1115zL8O+V7Waxo59r3q33Xab+9/Q1q1bG0OHDnWHOsNgv6uOxTAMo/6ODwIAACBYuMYOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOgOmlpqZq5syZoS5DkrRixQrFxcWFugwAJkWwA4AA6Nixo5577rlQlwGgiSPYAQAAmATBDkCT4HK5NG/ePLVq1UpJSUnKzMx0zzt9+rTuvPNOtWnTRi1atNCQIUP05Zdfuuf/61//0o033qjExEQ1b95c/fr108cff+yen5qaqu+//16zZs2SxWKRxWJxz1uxYoVSUlIUHR2t8ePHq6CgwKOumtrOyspSjx49Km1Pnz59tHDhwkAMDQATIdgBaBJef/11NWvWTNu3b9fixYuVlZWljz76SIZh6L/+67905MgRvf/++/riiy/Uu3dvDR06VCdOnJAknTlzRqNHj9bHH3+sXbt2aeTIkRo7dqzy8/MlSWvXrlVycrKysrJ0+PBhHT58WJK0fft23Xbbbbr77ru1e/duDR48WL/73e886qqp7dtuu01ff/218vLy3Ovs2bNHu3bt0tSpU+th5AA0JhbDMIxQFwEAwZSamiqn06ktW7a4p1199dUaMmSIRowYofHjx+vYsWOy2Wzu+V26dNG8efN05513Vtlmt27ddNddd2n69OmSLlxjN3PmTI8vaUyaNEknT55UTk6Oe9rEiRO1fv16nTp1ymu9FdsePXq0OnbsqJdeekmSNGvWLO3evVsbN270eywAmBtH7AA0CT179vR437ZtWx07dkxffPGFzpw5o/j4eDVv3tz9c+DAAf3rX/+SJJ09e1bz5s3TFVdcobi4ODVv3lzffPON+6iaN/v27dO1117rMa3ie1/avuOOO/T222/L4XDo559/1sqVK3XbbbfVZTgAmFR4qAsAgPoQERHh8d5iscjlcsnlcqlt27bKzc2ttE7ZbUnmzp2rDz74QE899ZS6dOmiqKgo3XzzzSopKam2T19OiPjS9tixY2Wz2bRu3TrZbDYVFxfrpptuqnmjATQ5BDsATVrv3r115MgRhYeHq2PHjlUus2XLFk2dOlXjx4+XdOG6uIMHD3osExkZKafT6THtiiuu0LZt2zymVXzvS9vh4eGaMmWKXnvtNdlsNk2cOFHR0dF+bimApoBTsQCatGHDhunaa6/VuHHj9MEHH+jgwYPaunWrHn74Ye3YsUPShevt1q5dq927d+vLL7/UpEmT5HK5PNrp2LGjNm/erB9//FHHjx+XJN17771av369Fi9erH/84x9aunSp1q9f77GeL21L0m9+8xt98sknysnJ4TQsAK8IdgCaNIvFovfff18DBw7UbbfdpksuuUQTJ07UwYMHlZiYKEl69tln1bJlS1133XUaO3asRo4cqd69e3u0k5WVpYMHD6pz585q3bq1JOmaa67Rq6++qhdeeEFXXnmlPvzwQz388MMe6/nStiR17dpV1113nS699FL1798/SKMBoLHjW7EA0AgYhqHLLrtM//3f/63Zs2eHuhwADRTX2AFAA3fs2DG9+eab+vHHH/XrX/861OUAaMAIdgDQwCUmJiohIUH/7//9P7Vs2TLU5QBowAh2ANDAccUMAF/x5QkAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACT+P/1WGm48Zd7dgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coast_states = gdf[gdf[\"ST_ABBR\"].isin([\"CA\",\"WA\",\"OR\"])]\n",
    "non_coast = coast_states[~coast_states[\"FIPS\"].isin(west_coast2.FIPS)]\n",
    "\n",
    "west_coast2[\"coast\"] = \"coast\"\n",
    "non_coast[\"coast\"] = \"not coast\"\n",
    "\n",
    "frames = [west_coast2, non_coast]\n",
    "result = pd.concat(frames)\n",
    "\n",
    "sns.boxplot(data=result, x=\"heatday\", y=\"ST_ABBR\", hue=\"coast\")\n",
    "\n",
    "#plt.show()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minx=-130\n",
    "miny=32.7157\n",
    "maxx=-117\n",
    "maxy=38.04 #48.3\n",
    "\n",
    "result = result.cx[minx:maxx, miny:maxy]\n",
    "\n",
    "sns.boxplot(data=result, x=\"heatday\", y=\"ST_ABBR\", hue=\"coast\")\n",
    "\n",
    "#plt.show()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(2, 4))\n",
    "\n",
    "result.plot(column=\"coast\", legend=True, ax=ax)\n",
    "#ax.set_ylabel(\"State Abbreviation\")\n",
    "#ax.set_xlabel(\"Average Heatday Count\")\n",
    "ax.set_title(\"Map of the Coastline\")\n",
    "#plt.show()\n",
    "ax.set_axis_off()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figures/box_map_plot_coast.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(3, 4))\n",
    "\n",
    "result.plot(column=\"heatday\", legend=True, ax=ax, cmap=\"magma_r\")\n",
    "#ax.set_ylabel(\"State Abbreviation\")\n",
    "#ax.set_xlabel(\"Average Heatday Count\")\n",
    "ax.set_title(\"Total Days of\\nHeat Exposure\")\n",
    "#plt.show()\n",
    "ax.set_axis_off()\n",
    "#plt.tight_layout()\n",
    "plt.savefig(\"figures/box_heatday_plot_coast.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "result[\"POP_SQMI\"] = result[\"E_TOTPOP\"]/result[\"AREA_SQMI\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.colors as mcolors\n",
    "result.plot(column=\"POP_SQMI\", legend=True, norm = mcolors.Normalize(vmin=data['wfday'].min(), vmax=20000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "result[\"urban\"] = result[\"POP_SQMI\"]>=15000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='heatday', ylabel='ST_ABBR'>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=result, x=\"heatday\", y=\"ST_ABBR\", hue=\"urban\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='heatday', ylabel='ST_ABBR'>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result[\"POP_SQMI\"] = result[\"E_TOTPOP\"]/result[\"AREA_SQMI\"]\n",
    "result[\"urban\"] = result[\"POP_SQMI\"]>=10000\n",
    "sns.boxplot(data=result, x=\"heatday\", y=\"ST_ABBR\", hue=\"urban\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# west_coast[\"heatday\"] = west_coast[\"heatday\"]/total_years\n",
    "# west_coast.groupby(['ST_ABBR'], as_index=False).agg({'heatday':['mean','std']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"outputs/hotspots_per_fips_rolling_wc.parquet\")\n",
    "ca_2015 = df[(df.index.year == 2019) | (df.index.year == 2020)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
